{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3fb70072",
   "metadata": {},
   "outputs": [],
   "source": [
    "## liepin——04"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bab8188",
   "metadata": {},
   "source": [
    "## . 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "40de7228",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "afe7d3de",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "url = \"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\": 1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': '__gc_id=5d33306e72ce4b0186c45865e0922810; __uuid=1679039529657.44; XSRF-TOKEN=5N-LzWugSYC6fkkY8V9R4Q; _ga=GA1.1.434120596.1681917222; __tlog=1681455233933.86%7C00000000%7C00000000%7Cs_00_t00%7Cs_00_t00; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680244478,1681211301,1681455235; acw_tc=276077df16820589413936686e21f0946646b5addf40082d6179498b34b2f7; UniqueKey=81b18052d529ff237ecd4408bb1e9b04; liepin_login_valid=0; lt_auth=7bsKbHwFnA2r5HaLjDEM568Z2durVjrO%2FS4L1BEE19LvD6Ww4P%2FmQQ6Aq7cD%2FCoIqx9yd6kzMLb2N%2Bj7wHJI6UcW8VGnlZ6utf6k1X4eTuxgHuyflMXuqsjQQJgirXo6ykpgn2si0HU%3D; inited_user=1dd9ec13c450e889bbbdf0c59550b6b7; user_roles=0; user_photo=5f8fa3bddfb13a7dee343d7608u.png; need_bind_tel=false; new_user=false; c_flag=e25d5905dfe4d5bf9737a08ef6961e7c; imClientId=69a80dbfb86321fde4e79498d74426d3; imId=69a80dbfb86321fd0db887e0f6b8d42d; imClientId_0=69a80dbfb86321fde4e79498d74426d3; imId_0=69a80dbfb86321fd0db887e0f6b8d42d; imApp_0=1; user_name=%E6%9D%8E%E9%93%B8%E6%B3%A2; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682059388; fe_im_socketSequence_new_0=4_4_4; __session_seq=27; __uv_seq=22; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_81b18052d529ff237ecd4408bb1e9b04%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1682058941.2.1.1682059599.0.0.0',\n",
    "    'Host': 'apic.liepin.com',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent':'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/113.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '819db39f-a8c0-4526-987d-d1a8859cbb09',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'dQmzmiAWSqiDPe788r3rxg'\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "cf8d190b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'job': {'labels': ['临床试验', '临床项目管理', 'GCP认证', 'CE认证'], 'advViewFlag': False, 'refreshTime': '20221024180150', 'salary': '25-45k', 'dq': '广州', 'jobId': '45175333', 'title': '临床试验项目经理PM', 'jobKind': '2', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0', 'link': 'https://www.liepin.com/job/1945175333.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '3-5年', 'requireEduLevel': '统招本科'}, 'recruiter': {'chatted': False, 'recruiterName': '林女士', 'recruiterTitle': 'consultant', 'imId': '4e9d98e158ba3d98966d2c65245014c5', 'imUserType': '2', 'recruiterId': 'b7496ba1a2ad4a49540e81c097c2c00b', 'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg'}, 'dataInfo': 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'20211125150437', 'salary': '5-10k', 'dq': '广州', 'jobId': '44331983', 'title': '初级产品经理', 'jobKind': '2', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=1', 'link': 'https://www.liepin.com/job/1944331983.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'requireEduLevel': '大专'}, 'recruiter': {'chatted': False, 'recruiterName': '霍女士', 'recruiterTitle': '人事', 'imId': '190ab81a74d5846c2e02023589153cdf', 'imUserType': '2', 'recruiterId': 'dfd86eaa710f7eb297d8d49512cabd0a', 'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg'}, 'dataInfo': 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'20-40k·13薪', 'dq': '广州', 'jobId': '44270383', 'title': '产品经理', 'jobKind': '1', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=2', 'link': 'https://www.liepin.com/a/44270383.shtml', 'requireWorkYears': '经验不限', 'requireEduLevel': '大专及以上'}, 'recruiter': {'chatted': False, 'recruiterName': '张女士', 'recruiterTitle': '猎头顾问', 'imId': '35855ca4dea2dc09cc809655362a8e54', 'imUserType': '2', 'recruiterId': '12c821593cfaeee7d608f631ba7b365c', 'recruiterPhoto': '6108aa0e759ac71c63de418a04u.jpg'}, 'dataInfo': 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'广州-南沙区', 'jobId': '56599317', 'title': '助理产品经理—食品类', 'jobKind': '2', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=3', 'link': 'https://www.liepin.com/job/1956599317.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'requireEduLevel': '本科'}, 'recruiter': {'chatted': False, 'recruiterName': '张女士', 'recruiterTitle': 'HRBP', 'imId': 'de76dc572f39a56c3a8b4208b41a2597', 'imUserType': '2', 'recruiterId': '7a5b05937023850a65b69a91a3e9c70d', 'recruiterPhoto': '5f8f9866dfb13a7dee342f1808u.jpg'}, 'dataInfo': 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'salary': '20-35k', 'dq': '广州-天河区', 'jobId': '46050163', 'title': '高级产品PM（FPS）', 'jobKind': '1', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=4&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=4', 'link': 'https://www.liepin.com/a/46050163.shtml', 'requireWorkYears': '5-10年', 'requireEduLevel': '统招本科'}, 'recruiter': {'chatted': False, 'recruiterName': '黎女士', 'recruiterTitle': '猎头顾问', 'imId': '94b40c15a4269e746e4121ecbade1c98', 'imUserType': '2', 'recruiterId': '120d80275c6668037b31c24bfcb4ef39', 'recruiterPhoto': '5f8fa3bc8dbe6273dcf85e5e08u.png'}, 'dataInfo': 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'20230418000807', 'salary': '20-40k·15薪', 'dq': '广州', 'jobId': '49046387', 'title': 'IT产品经理岗（资产托管方向）', 'jobKind': '2', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=36&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=36', 'link': 'https://www.liepin.com/job/1949046387.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '3-5年', 'requireEduLevel': '硕士'}, 'recruiter': {'chatted': False, 'recruiterName': '王先生', 'recruiterTitle': 'HR', 'imId': 'db25c176f14e2e290f287de485347e8a', 'imUserType': '2', 'recruiterId': '405bfa6de54e260948d480b8c16566fc', 'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}, 'dataInfo': 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'refreshTime': '20230425085939', 'salary': '15-30k', 'dq': '广州', 'jobId': '42931191', 'title': '金融科技产品经理岗', 'jobKind': '2', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=37', 'link': 'https://www.liepin.com/job/1942931191.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '经验不限', 'requireEduLevel': '硕士'}, 'recruiter': {'chatted': False, 'recruiterName': '陆先生', 'recruiterTitle': '招聘负责人', 'imId': '6e436276cab8b5d6ef38cb0ce6f46cd7', 'imUserType': '2', 'recruiterId': '307251bc88addc9a54ad925b6794b753', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'dataInfo': 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'dq': '广州-天河区', 'jobId': '49318567', 'title': '产品经理（医药）', 'jobKind': '2', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=38&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=38', 'link': 'https://www.liepin.com/job/1949318567.shtml', 'pcOuterLink': '', 'h5OuterLink': '', 'requireWorkYears': '3-5年', 'requireEduLevel': '统招本科'}, 'recruiter': {'chatted': False, 'recruiterName': '郑女士', 'recruiterTitle': '人力资源经理', 'imId': 'c635e4c1c786b8c4e37b0b202b2adc1c', 'imUserType': '2', 'recruiterId': 'f1fd6c5c7f42fe50fead12fba1a626dd', 'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}, 'dataInfo': 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'25-35k', 'dq': '广州', 'jobId': '45828899', 'title': '产品经理（需要有护照）', 'jobKind': '1', 'topJob': False, 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39', 'link': 'https://www.liepin.com/a/45828899.shtml', 'requireWorkYears': '1-3年', 'requireEduLevel': '大专及以上'}, 'recruiter': {'chatted': False, 'recruiterName': '岑先生', 'recruiterTitle': '猎头顾问', 'imId': '14d2189610998a2766eeece80d41bfcb', 'imUserType': '2', 'recruiterId': '7a3e764d1a0594d0cb12694546498149', 'recruiterPhoto': '5e54c3de29d83a675453429507u.jpg'}, 'dataInfo': '%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22jobId%22%3A%2245828899%22%2C%22jobKind%22%3A%221%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22as_from%22%3A%22search_prime%22%7D', 'dataParams': '{\"userId\":\"7a3e764d1a0594d0cb12694546498149\",\"jobId\":\"45828899\",\"jobKind\":\"1\",\"recruiterName\":\"岑先生\",\"imId\":\"14d2189610998a2766eeece80d41bfcb\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5e54c3de29d83a675453429507u.jpg\"}', 'comp': {'compScale': '1-49人', 'compStage': '天使轮', 'compLogo': '60e2fe0bf3df194a3c48adb502u.png', 'compName': '某知名公司', 'link': '', 'compIndustry': '物联网'}}], 'compList': []}, 'passThroughData': {'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'sfrom': 'search_job_pc'}, 'pagination': {'currentPage': 1, 'totalPage': 10, 'pageSize': 40, 'totalCounts': 802, 'hasNext': False}}}\n"
     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "1c3eb965",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"...</td>\n",
       "      <td>[临床试验, 临床项目管理, GCP认证, CE认证]</td>\n",
       "      <td>False</td>\n",
       "      <td>20221024180150</td>\n",
       "      <td>25-45k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45175333</td>\n",
       "      <td>临床试验项目经理PM</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>b7496ba1a2ad4a49540e81c097c2c00b</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>8014813.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5f5af11af6d1ab584752271c08u.png</td>\n",
       "      <td>昆翎医药</td>\n",
       "      <td>https://www.liepin.com/company/8014813/</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"dfd86eaa710f7eb297d8d49512cabd0a\",\"...</td>\n",
       "      <td>[axure, visio, powerpoint, word, Excel]</td>\n",
       "      <td>False</td>\n",
       "      <td>20211125150437</td>\n",
       "      <td>5-10k</td>\n",
       "      <td>广州</td>\n",
       "      <td>44331983</td>\n",
       "      <td>初级产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>dfd86eaa710f7eb297d8d49512cabd0a</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>12931963.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州秒音科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12931963/</td>\n",
       "      <td>培训服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"12c821593cfaeee7d608f631ba7b365c\",\"...</td>\n",
       "      <td>[需求分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230310103111</td>\n",
       "      <td>20-40k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44270383</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>12c821593cfaeee7d608f631ba7b365c</td>\n",
       "      <td>6108aa0e759ac71c63de418a04u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"7a5b05937023850a65b69a91a3e9c70d\",\"...</td>\n",
       "      <td>[包食宿, 五险一金, 晋升空间大, 零食下午茶]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230302090806</td>\n",
       "      <td>7-13k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>56599317</td>\n",
       "      <td>助理产品经理—食品类</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7a5b05937023850a65b69a91a3e9c70d</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>13103111.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"120d80275c6668037b31c24bfcb4ef39\",\"...</td>\n",
       "      <td>[PMP, 流程管理]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230511180714</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>46050163</td>\n",
       "      <td>高级产品PM（FPS）</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>120d80275c6668037b31c24bfcb4ef39</td>\n",
       "      <td>5f8fa3bc8dbe6273dcf85e5e08u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"e904f45c3a8aed6407db9f3e7431f6a8\",\"...</td>\n",
       "      <td>[原型设计, 需求调研, 产品规划, 需求管理]</td>\n",
       "      <td>False</td>\n",
       "      <td>20221128165741</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>53920663</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>e904f45c3a8aed6407db9f3e7431f6a8</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>8638211.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfe98c474719df0ac99801b03a.png</td>\n",
       "      <td>思特奇信息技术</td>\n",
       "      <td>https://www.liepin.com/company/8638211/</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"1590a7fa7a4c122cc9faa5f1f002919b\",\"...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230505145705</td>\n",
       "      <td>16-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>40053971</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1590a7fa7a4c122cc9faa5f1f002919b</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>12568645.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>6441ff67c063625b1d3bc6c104u.png</td>\n",
       "      <td>江苏知原药业股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12568645/</td>\n",
       "      <td>制药</td>\n",
       "      <td>D轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"5f7637977411b86467332ec93bce4deb\",\"...</td>\n",
       "      <td>[数据产品, 消费品, 食品饮料, 竞品分析, 需求调研, 产品规划, 市场调研, 用户研究...</td>\n",
       "      <td>False</td>\n",
       "      <td>20230427165337</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州-南沙区</td>\n",
       "      <td>57448565</td>\n",
       "      <td>产品经理（高级产品经理&amp;资深产品经理）</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5f7637977411b86467332ec93bce4deb</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>13103111.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州奥昆食品有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13103111/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"eb3f01a32fe3a4efb1d6cdf5f43c46d1\",\"...</td>\n",
       "      <td>[SaaS产品, to B]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230214193401</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>43495037</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>eb3f01a32fe3a4efb1d6cdf5f43c46d1</td>\n",
       "      <td>5fc9d345a77c85575911928607u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"a3ba989ac5734611c54970ffa845eefa\",\"...</td>\n",
       "      <td>[计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...</td>\n",
       "      <td>False</td>\n",
       "      <td>20220610154122</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>50292625</td>\n",
       "      <td>解决方案产品经理 (MJ013260)</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>a3ba989ac5734611c54970ffa845eefa</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>693385.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>广联达</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"eda507c8cbe4c7560731a09a86761edc\",\"...</td>\n",
       "      <td>[数据产品, 硬件产品]</td>\n",
       "      <td>False</td>\n",
       "      <td>20191231090134</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>25573187</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>eda507c8cbe4c7560731a09a86761edc</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>8955108.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5948f6cf70320c7ee1a312fc04a.jpg</td>\n",
       "      <td>希沃</td>\n",
       "      <td>https://www.liepin.com/company/8955108/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"ae9d2bd71f72b07d27bbf43c3caebf68\",\"...</td>\n",
       "      <td>[AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...</td>\n",
       "      <td>False</td>\n",
       "      <td>20201117050230</td>\n",
       "      <td>20-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>33511317</td>\n",
       "      <td>AI产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>ae9d2bd71f72b07d27bbf43c3caebf68</td>\n",
       "      <td>5a1f7a7e703287905956079b05a.jpg</td>\n",
       "      <td>8510313.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5a1f927370323b4a84a66ab305a.jpg</td>\n",
       "      <td>云米全屋互联网家电</td>\n",
       "      <td>https://www.liepin.com/company/8510313/</td>\n",
       "      <td>智能硬件</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"120d80275c6668037b31c24bfcb4ef39\",\"...</td>\n",
       "      <td>[流程管理, PMP]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230511181934</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>46050527</td>\n",
       "      <td>高级产品PM（ARPG）</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>120d80275c6668037b31c24bfcb4ef39</td>\n",
       "      <td>5f8fa3bc8dbe6273dcf85e5e08u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"5c8bfb4eac393c6170b4303312755fc2\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230413141917</td>\n",
       "      <td>28-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45065379</td>\n",
       "      <td>医药高级产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5c8bfb4eac393c6170b4303312755fc2</td>\n",
       "      <td>62b917fafd62c54346e0081703u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某大型知名医疗设备公司</td>\n",
       "      <td></td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230321173412</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44610575</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9ccbd98c4200aa058ba0d06d22640688</td>\n",
       "      <td>62183bf27baba65dd5bc963f07u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td></td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"5c5a96c776e82dfe1e63805ea62138aa\",\"...</td>\n",
       "      <td>[团队管理, 产品规划, 市场调研, 产品优化, 需求分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410121650</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45135163</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>5c5a96c776e82dfe1e63805ea62138aa</td>\n",
       "      <td>600e7297448a1b6f7d390d8201u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td></td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"19c7e868788176ac418b574949a37e95\",\"...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329124746</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44840683</td>\n",
       "      <td>高级产品经理（心血管）</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>19c7e868788176ac418b574949a37e95</td>\n",
       "      <td>62e0979c08bee4201e5c8e8905u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州医疗设备上市公司</td>\n",
       "      <td></td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...</td>\n",
       "      <td>[CRM, 新零售, 电子商务]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230403144629</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>53281701</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d7b79be010cfe33bf90c61e3cf1076af</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>10016817.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5d26aa823fa7ce27b2b2a75802u.jpg</td>\n",
       "      <td>住方科技</td>\n",
       "      <td>https://www.liepin.com/company/10016817/</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...</td>\n",
       "      <td>[CRM, 新零售, 电子商务]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230403144713</td>\n",
       "      <td>20-25k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57500617</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d7b79be010cfe33bf90c61e3cf1076af</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>10016817.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5d26aa823fa7ce27b2b2a75802u.jpg</td>\n",
       "      <td>住方科技</td>\n",
       "      <td>https://www.liepin.com/company/10016817/</td>\n",
       "      <td>工程施工</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"a47c96eb83b310ca674c79a2cb7ee032\",\"...</td>\n",
       "      <td>[活动策划, 市场推广, 效果评估, 市场调研分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230510123639</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>45962605</td>\n",
       "      <td>肾线助理产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>a47c96eb83b310ca674c79a2cb7ee032</td>\n",
       "      <td>60128560bf9f491dbac8ea3703u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州制药上市公司</td>\n",
       "      <td></td>\n",
       "      <td>制药</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"a47c96eb83b310ca674c79a2cb7ee032\",\"...</td>\n",
       "      <td>[活动策划, 市场推广, 效果评估, 市场调研分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230510123639</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>42957395</td>\n",
       "      <td>肾线助理产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>a47c96eb83b310ca674c79a2cb7ee032</td>\n",
       "      <td>60128560bf9f491dbac8ea3703u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州制药上市公司</td>\n",
       "      <td></td>\n",
       "      <td>制药</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"d4f9854c3283897914129ac743a9c20b\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230510133545</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>45992111</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>d4f9854c3283897914129ac743a9c20b</td>\n",
       "      <td>63eb4ef3406cc57bc52fd90908u.jpeg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州制药上市公司</td>\n",
       "      <td></td>\n",
       "      <td>制药</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"3f165a98fe2bd8bb65cbf99d17e3ab3e\",\"...</td>\n",
       "      <td>[海外, 手游, 电商]</td>\n",
       "      <td>False</td>\n",
       "      <td>20221111104746</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>53827269</td>\n",
       "      <td>资深产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>3f165a98fe2bd8bb65cbf99d17e3ab3e</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>12454465.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5faa454b1fcf636a62fa72b406u.png</td>\n",
       "      <td>上海丰凡文化传媒有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12454465/</td>\n",
       "      <td>广告/公关/会展</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"e337dbb1513a599a17e8728a9095f3f2\",\"...</td>\n",
       "      <td>[金融产品, to B, to C]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230411085415</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57680185</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>e337dbb1513a599a17e8728a9095f3f2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"8adc0fb4d5f932ba4e10422fe252b725\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230509093305</td>\n",
       "      <td>20-35k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>58390029</td>\n",
       "      <td>区域产品经理/RPM</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8adc0fb4d5f932ba4e10422fe252b725</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>9707970.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5bed18db8e50de530bc9ba3a04a.png</td>\n",
       "      <td>先通医药</td>\n",
       "      <td>https://www.liepin.com/company/9707970/</td>\n",
       "      <td>制药</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"957da5d54f0e05cf25285db46809d2f1\",\"...</td>\n",
       "      <td>[商业产品, 金融产品, IT互联网, 金融行业, 产品优化, 产品设计]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230406115341</td>\n",
       "      <td>20-40k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57565197</td>\n",
       "      <td>数字化产品经理岗</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>957da5d54f0e05cf25285db46809d2f1</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>8136395.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>64464ce8f14c1769ed8f0a7403u.png</td>\n",
       "      <td>广州越秀金融控股集团有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8136395/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"eeb461b61aa8efefc2871738b2a018b8\",\"...</td>\n",
       "      <td>[供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 流程设计, 交互设计, 数据...</td>\n",
       "      <td>False</td>\n",
       "      <td>20230412105004</td>\n",
       "      <td>16-25k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>57730045</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>eeb461b61aa8efefc2871738b2a018b8</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>170110.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5d1ea8a63ee8b11dd4aa762703u.png</td>\n",
       "      <td>赛意信息</td>\n",
       "      <td>https://www.liepin.com/company/170110/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"8b106559a5a832648fbf06c70cbc6e92\",\"...</td>\n",
       "      <td>[产品规划, 团队管理, 产品优化, 市场调研]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230511091604</td>\n",
       "      <td>18-25k·14薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>51048941</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>8b106559a5a832648fbf06c70cbc6e92</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>13255271.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>62cce7384254545aa5a9dd4804u.png</td>\n",
       "      <td>无穷食品制造(广东)有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13255271/</td>\n",
       "      <td>食品/饮料/酒水</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"1fcc7ed72e3b72292e48c8cc9ac1ae51\",\"...</td>\n",
       "      <td>[固定收益, 固收系统]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230505130814</td>\n",
       "      <td>30-50k·20薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44278139</td>\n",
       "      <td>固收条线金融科技产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>1fcc7ed72e3b72292e48c8cc9ac1ae51</td>\n",
       "      <td>60fa4ef147b4cc0789c987b808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某国内大型基金/证券/期货公司</td>\n",
       "      <td></td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"875ec2c317791511ec2f324f0d91531a\",\"...</td>\n",
       "      <td>[工具产品, 产品设计, 需求调研, 市场调研, Axure]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230512113552</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>55831037</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>875ec2c317791511ec2f324f0d91531a</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>13181035.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>624d42f8fc5aba59488d8a1a05u.png</td>\n",
       "      <td>广州加之科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13181035/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"447192a1f8361cbbaeca9d0effc98617\",\"...</td>\n",
       "      <td>[供应链产品, 定价/竞价产品, 数据产品, IT互联网, 产品设计, 产品规划, 原型设计...</td>\n",
       "      <td>False</td>\n",
       "      <td>20230417183819</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>50864053</td>\n",
       "      <td>产品经理（业务平台方向）</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>447192a1f8361cbbaeca9d0effc98617</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>9249822.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5bfe987274719df0ac996f4203a.png</td>\n",
       "      <td>广东省国际工程咨询有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9249822/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"6a640f1ee733f50362c9c303e393b9df\",\"...</td>\n",
       "      <td>[交易产品, 工具产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...</td>\n",
       "      <td>False</td>\n",
       "      <td>20220413101034</td>\n",
       "      <td>30-40k</td>\n",
       "      <td>广州</td>\n",
       "      <td>48862553</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>6a640f1ee733f50362c9c303e393b9df</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"f087bef9141274bc062c77dccdf71008\",\"...</td>\n",
       "      <td>[CRM产品, to B, 需求分析, 用户研究, 市场调研, 竞品分析, 消费品, 化妆品...</td>\n",
       "      <td>False</td>\n",
       "      <td>20230421103743</td>\n",
       "      <td>25-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>45501489</td>\n",
       "      <td>B端产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>f087bef9141274bc062c77dccdf71008</td>\n",
       "      <td>5f8fa3a8ea60860b75385c7208u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型消费品公司</td>\n",
       "      <td></td>\n",
       "      <td>消费品</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...</td>\n",
       "      <td>[游戏]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>45369359</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>4633a0e5f0ebbd2431439e30c70c5a48</td>\n",
       "      <td>5f8fa3a6f6d1ab58476f322808u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td></td>\n",
       "      <td>互联网</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...</td>\n",
       "      <td>[证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...</td>\n",
       "      <td>False</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57115027</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>c0e374fde64faf9fd285fc3f92448b7c</td>\n",
       "      <td>62df69adaa0cc2454789187401u.png</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"...</td>\n",
       "      <td>[智能推荐, 产品规划, 产品设计, 中台产品, 增长产品, 客户端产品, to C, 移动...</td>\n",
       "      <td>False</td>\n",
       "      <td>20230506133944</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>45726229</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>9f229bd577e8dedd716419452dc11978</td>\n",
       "      <td>611cbf2df2b9da092553fde403u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td></td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"405bfa6de54e260948d480b8c16566fc\",\"...</td>\n",
       "      <td>[金融产品, 交易产品, 工具产品, 金融行业, 需求分析, 产品规划, 产品设计, 数据分...</td>\n",
       "      <td>False</td>\n",
       "      <td>20230418000807</td>\n",
       "      <td>20-40k·15薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>49046387</td>\n",
       "      <td>IT产品经理岗（资产托管方向）</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>405bfa6de54e260948d480b8c16566fc</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"307251bc88addc9a54ad925b6794b753\",\"...</td>\n",
       "      <td>[axure, xmind, b端产品, 需求分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230425085939</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>42931191</td>\n",
       "      <td>金融科技产品经理岗</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>307251bc88addc9a54ad925b6794b753</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>8634680.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>59521e0c703287e466cf3ed205a.jpg</td>\n",
       "      <td>广发基金</td>\n",
       "      <td>https://www.liepin.com/company/8634680/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"f1fd6c5c7f42fe50fead12fba1a626dd\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230504084337</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>49318567</td>\n",
       "      <td>产品经理（医药）</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>f1fd6c5c7f42fe50fead12fba1a626dd</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8770675.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>6204d5c82d249250e33f030008u.png</td>\n",
       "      <td>泉能药业</td>\n",
       "      <td>https://www.liepin.com/company/8770675/</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...</td>\n",
       "      <td>{\"userId\":\"7a3e764d1a0594d0cb12694546498149\",\"...</td>\n",
       "      <td>[产品设计, 交互设计, 产品规划]</td>\n",
       "      <td>False</td>\n",
       "      <td>20230511105233</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45828899</td>\n",
       "      <td>产品经理（需要有护照）</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>2</td>\n",
       "      <td>7a3e764d1a0594d0cb12694546498149</td>\n",
       "      <td>5e54c3de29d83a675453429507u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td></td>\n",
       "      <td>物联网</td>\n",
       "      <td>天使轮</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
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       "2   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       "6   %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
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       "24  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "25  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "26  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "27  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "28  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "29  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "30  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "31  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "32  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "33  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "34  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "35  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "36  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "37  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "38  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "39  %7B%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2yb...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"...   \n",
       "1   {\"userId\":\"dfd86eaa710f7eb297d8d49512cabd0a\",\"...   \n",
       "2   {\"userId\":\"12c821593cfaeee7d608f631ba7b365c\",\"...   \n",
       "3   {\"userId\":\"7a5b05937023850a65b69a91a3e9c70d\",\"...   \n",
       "4   {\"userId\":\"120d80275c6668037b31c24bfcb4ef39\",\"...   \n",
       "5   {\"userId\":\"e904f45c3a8aed6407db9f3e7431f6a8\",\"...   \n",
       "6   {\"userId\":\"1590a7fa7a4c122cc9faa5f1f002919b\",\"...   \n",
       "7   {\"userId\":\"5f7637977411b86467332ec93bce4deb\",\"...   \n",
       "8   {\"userId\":\"eb3f01a32fe3a4efb1d6cdf5f43c46d1\",\"...   \n",
       "9   {\"userId\":\"a3ba989ac5734611c54970ffa845eefa\",\"...   \n",
       "10  {\"userId\":\"eda507c8cbe4c7560731a09a86761edc\",\"...   \n",
       "11  {\"userId\":\"ae9d2bd71f72b07d27bbf43c3caebf68\",\"...   \n",
       "12  {\"userId\":\"120d80275c6668037b31c24bfcb4ef39\",\"...   \n",
       "13  {\"userId\":\"5c8bfb4eac393c6170b4303312755fc2\",\"...   \n",
       "14  {\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...   \n",
       "15  {\"userId\":\"5c5a96c776e82dfe1e63805ea62138aa\",\"...   \n",
       "16  {\"userId\":\"19c7e868788176ac418b574949a37e95\",\"...   \n",
       "17  {\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...   \n",
       "18  {\"userId\":\"d7b79be010cfe33bf90c61e3cf1076af\",\"...   \n",
       "19  {\"userId\":\"a47c96eb83b310ca674c79a2cb7ee032\",\"...   \n",
       "20  {\"userId\":\"a47c96eb83b310ca674c79a2cb7ee032\",\"...   \n",
       "21  {\"userId\":\"d4f9854c3283897914129ac743a9c20b\",\"...   \n",
       "22  {\"userId\":\"3f165a98fe2bd8bb65cbf99d17e3ab3e\",\"...   \n",
       "23  {\"userId\":\"e337dbb1513a599a17e8728a9095f3f2\",\"...   \n",
       "24  {\"userId\":\"8adc0fb4d5f932ba4e10422fe252b725\",\"...   \n",
       "25  {\"userId\":\"957da5d54f0e05cf25285db46809d2f1\",\"...   \n",
       "26  {\"userId\":\"eeb461b61aa8efefc2871738b2a018b8\",\"...   \n",
       "27  {\"userId\":\"8b106559a5a832648fbf06c70cbc6e92\",\"...   \n",
       "28  {\"userId\":\"1fcc7ed72e3b72292e48c8cc9ac1ae51\",\"...   \n",
       "29  {\"userId\":\"875ec2c317791511ec2f324f0d91531a\",\"...   \n",
       "30  {\"userId\":\"447192a1f8361cbbaeca9d0effc98617\",\"...   \n",
       "31  {\"userId\":\"6a640f1ee733f50362c9c303e393b9df\",\"...   \n",
       "32  {\"userId\":\"f087bef9141274bc062c77dccdf71008\",\"...   \n",
       "33  {\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...   \n",
       "34  {\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...   \n",
       "35  {\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"...   \n",
       "36  {\"userId\":\"405bfa6de54e260948d480b8c16566fc\",\"...   \n",
       "37  {\"userId\":\"307251bc88addc9a54ad925b6794b753\",\"...   \n",
       "38  {\"userId\":\"f1fd6c5c7f42fe50fead12fba1a626dd\",\"...   \n",
       "39  {\"userId\":\"7a3e764d1a0594d0cb12694546498149\",\"...   \n",
       "\n",
       "                                           job.labels  job.advViewFlag  \\\n",
       "0                         [临床试验, 临床项目管理, GCP认证, CE认证]            False   \n",
       "1             [axure, visio, powerpoint, word, Excel]            False   \n",
       "2                                              [需求分析]            False   \n",
       "3                           [包食宿, 五险一金, 晋升空间大, 零食下午茶]            False   \n",
       "4                                         [PMP, 流程管理]            False   \n",
       "5                            [原型设计, 需求调研, 产品规划, 需求管理]            False   \n",
       "6                                              [数据分析]            False   \n",
       "7   [数据产品, 消费品, 食品饮料, 竞品分析, 需求调研, 产品规划, 市场调研, 用户研究...            False   \n",
       "8                                      [SaaS产品, to B]            False   \n",
       "9   [计算机软件, to B, 原型设计, 需求分析, 产品设计, 建筑软件, 建筑信息化, 建...            False   \n",
       "10                                       [数据产品, 硬件产品]            False   \n",
       "11  [AI人工智能产品, 硬件产品, 人工智能, IT互联网, 硬件系统集成, 智能硬件, 产品...            False   \n",
       "12                                        [流程管理, PMP]            False   \n",
       "13                                                 []            False   \n",
       "14                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]            False   \n",
       "15                     [团队管理, 产品规划, 市场调研, 产品优化, 需求分析]            False   \n",
       "16                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]            False   \n",
       "17                                   [CRM, 新零售, 电子商务]            False   \n",
       "18                                   [CRM, 新零售, 电子商务]            False   \n",
       "19                         [活动策划, 市场推广, 效果评估, 市场调研分析]            False   \n",
       "20                         [活动策划, 市场推广, 效果评估, 市场调研分析]            False   \n",
       "21                                                 []            False   \n",
       "22                                       [海外, 手游, 电商]            False   \n",
       "23                                 [金融产品, to B, to C]            False   \n",
       "24                                                 []            False   \n",
       "25              [商业产品, 金融产品, IT互联网, 金融行业, 产品优化, 产品设计]            False   \n",
       "26  [供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 流程设计, 交互设计, 数据...            False   \n",
       "27                           [产品规划, 团队管理, 产品优化, 市场调研]            False   \n",
       "28                                       [固定收益, 固收系统]            False   \n",
       "29                    [工具产品, 产品设计, 需求调研, 市场调研, Axure]            False   \n",
       "30  [供应链产品, 定价/竞价产品, 数据产品, IT互联网, 产品设计, 产品规划, 原型设计...            False   \n",
       "31  [交易产品, 工具产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...            False   \n",
       "32  [CRM产品, to B, 需求分析, 用户研究, 市场调研, 竞品分析, 消费品, 化妆品...            False   \n",
       "33                                               [游戏]            False   \n",
       "34  [证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...            False   \n",
       "35  [智能推荐, 产品规划, 产品设计, 中台产品, 增长产品, 客户端产品, to C, 移动...            False   \n",
       "36  [金融产品, 交易产品, 工具产品, 金融行业, 需求分析, 产品规划, 产品设计, 数据分...            False   \n",
       "37                         [axure, xmind, b端产品, 需求分析]            False   \n",
       "38                                                 []            False   \n",
       "39                                 [产品设计, 交互设计, 产品规划]            False   \n",
       "\n",
       "   job.refreshTime  job.salary  job.dq job.jobId            job.title  \\\n",
       "0   20221024180150      25-45k      广州  45175333           临床试验项目经理PM   \n",
       "1   20211125150437       5-10k      广州  44331983               初级产品经理   \n",
       "2   20230310103111  20-40k·13薪      广州  44270383                 产品经理   \n",
       "3   20230302090806       7-13k  广州-南沙区  56599317           助理产品经理—食品类   \n",
       "4   20230511180714      20-35k  广州-天河区  46050163          高级产品PM（FPS）   \n",
       "5   20221128165741      15-25k  广州-天河区  53920663                 产品经理   \n",
       "6   20230505145705      16-20k      广州  40053971               助理产品经理   \n",
       "7   20230427165337      15-30k  广州-南沙区  57448565  产品经理（高级产品经理&资深产品经理）   \n",
       "8   20230214193401      20-25k      广州  43495037                 产品经理   \n",
       "9   20220610154122  18-25k·14薪  广州-白云区  50292625  解决方案产品经理 (MJ013260)   \n",
       "10  20191231090134  15-30k·13薪      广州  25573187                 产品经理   \n",
       "11  20201117050230      20-30k      广州  33511317               AI产品经理   \n",
       "12  20230511181934      20-35k  广州-天河区  46050527         高级产品PM（ARPG）   \n",
       "13  20230413141917      28-35k      广州  45065379             医药高级产品经理   \n",
       "14  20230321173412  15-30k·16薪      广州  44610575                 产品经理   \n",
       "15  20230410121650      20-40k      广州  45135163                 产品经理   \n",
       "16  20230329124746  15-20k·13薪      广州  44840683          高级产品经理（心血管）   \n",
       "17  20230403144629  20-25k·13薪  广州-天河区  53281701              CRM产品经理   \n",
       "18  20230403144713  20-25k·13薪  广州-天河区  57500617               高级产品经理   \n",
       "19  20230510123639      10-15k  广州-黄埔区  45962605             肾线助理产品经理   \n",
       "20  20230510123639      10-15k  广州-黄埔区  42957395             肾线助理产品经理   \n",
       "21  20230510133545      10-15k  广州-黄埔区  45992111               助理产品经理   \n",
       "22  20221111104746      20-40k  广州-天河区  53827269               资深产品经理   \n",
       "23  20230411085415      20-35k  广州-天河区  57680185               高级产品经理   \n",
       "24  20230509093305  20-35k·13薪  广州-越秀区  58390029           区域产品经理/RPM   \n",
       "25  20230406115341      20-40k  广州-天河区  57565197             数字化产品经理岗   \n",
       "26  20230412105004  16-25k·13薪      广州  57730045              CRM产品经理   \n",
       "27  20230511091604  18-25k·14薪  广州-天河区  51048941                 产品经理   \n",
       "28  20230505130814  30-50k·20薪      广州  44278139         固收条线金融科技产品经理   \n",
       "29  20230512113552  12-20k·13薪  广州-天河区  55831037                 产品经理   \n",
       "30  20230417183819      20-35k  广州-越秀区  50864053         产品经理（业务平台方向）   \n",
       "31  20220413101034      30-40k      广州  48862553                 产品经理   \n",
       "32  20230421103743      25-50k  广州-天河区  45501489               B端产品经理   \n",
       "33  20230418144859  20-35k·16薪  广州-天河区  45369359    高级项目管理PM（游戏研发）-正编   \n",
       "34  20230320152604      25-35k  广州-天河区  57115027           研究所数字化产品经理   \n",
       "35  20230506133944      20-35k  广州-白云区  45726229              APP产品经理   \n",
       "36  20230418000807  20-40k·15薪      广州  49046387      IT产品经理岗（资产托管方向）   \n",
       "37  20230425085939      15-30k      广州  42931191            金融科技产品经理岗   \n",
       "38  20230504084337  10-20k·13薪  广州-天河区  49318567             产品经理（医药）   \n",
       "39  20230511105233      25-35k      广州  45828899          产品经理（需要有护照）   \n",
       "\n",
       "   job.jobKind  ...  recruiter.imUserType             recruiter.recruiterId  \\\n",
       "0            2  ...                     2  b7496ba1a2ad4a49540e81c097c2c00b   \n",
       "1            2  ...                     2  dfd86eaa710f7eb297d8d49512cabd0a   \n",
       "2            1  ...                     2  12c821593cfaeee7d608f631ba7b365c   \n",
       "3            2  ...                     2  7a5b05937023850a65b69a91a3e9c70d   \n",
       "4            1  ...                     2  120d80275c6668037b31c24bfcb4ef39   \n",
       "5            2  ...                     2  e904f45c3a8aed6407db9f3e7431f6a8   \n",
       "6            2  ...                     2  1590a7fa7a4c122cc9faa5f1f002919b   \n",
       "7            2  ...                     2  5f7637977411b86467332ec93bce4deb   \n",
       "8            1  ...                     2  eb3f01a32fe3a4efb1d6cdf5f43c46d1   \n",
       "9            2  ...                     2  a3ba989ac5734611c54970ffa845eefa   \n",
       "10           2  ...                     2  eda507c8cbe4c7560731a09a86761edc   \n",
       "11           2  ...                     2  ae9d2bd71f72b07d27bbf43c3caebf68   \n",
       "12           1  ...                     2  120d80275c6668037b31c24bfcb4ef39   \n",
       "13           1  ...                     2  5c8bfb4eac393c6170b4303312755fc2   \n",
       "14           1  ...                     2  9ccbd98c4200aa058ba0d06d22640688   \n",
       "15           1  ...                     2  5c5a96c776e82dfe1e63805ea62138aa   \n",
       "16           1  ...                     2  19c7e868788176ac418b574949a37e95   \n",
       "17           2  ...                     2  d7b79be010cfe33bf90c61e3cf1076af   \n",
       "18           2  ...                     2  d7b79be010cfe33bf90c61e3cf1076af   \n",
       "19           1  ...                     2  a47c96eb83b310ca674c79a2cb7ee032   \n",
       "20           1  ...                     2  a47c96eb83b310ca674c79a2cb7ee032   \n",
       "21           1  ...                     2  d4f9854c3283897914129ac743a9c20b   \n",
       "22           2  ...                     2  3f165a98fe2bd8bb65cbf99d17e3ab3e   \n",
       "23           2  ...                     2  e337dbb1513a599a17e8728a9095f3f2   \n",
       "24           2  ...                     2  8adc0fb4d5f932ba4e10422fe252b725   \n",
       "25           2  ...                     2  957da5d54f0e05cf25285db46809d2f1   \n",
       "26           2  ...                     2  eeb461b61aa8efefc2871738b2a018b8   \n",
       "27           2  ...                     2  8b106559a5a832648fbf06c70cbc6e92   \n",
       "28           1  ...                     2  1fcc7ed72e3b72292e48c8cc9ac1ae51   \n",
       "29           2  ...                     2  875ec2c317791511ec2f324f0d91531a   \n",
       "30           2  ...                     2  447192a1f8361cbbaeca9d0effc98617   \n",
       "31           2  ...                     2  6a640f1ee733f50362c9c303e393b9df   \n",
       "32           1  ...                     2  f087bef9141274bc062c77dccdf71008   \n",
       "33           1  ...                     2  4633a0e5f0ebbd2431439e30c70c5a48   \n",
       "34           2  ...                     2  c0e374fde64faf9fd285fc3f92448b7c   \n",
       "35           1  ...                     2  9f229bd577e8dedd716419452dc11978   \n",
       "36           2  ...                     2  405bfa6de54e260948d480b8c16566fc   \n",
       "37           2  ...                     2  307251bc88addc9a54ad925b6794b753   \n",
       "38           2  ...                     2  f1fd6c5c7f42fe50fead12fba1a626dd   \n",
       "39           1  ...                     2  7a3e764d1a0594d0cb12694546498149   \n",
       "\n",
       "            recruiter.recruiterPhoto comp.compId comp.compScale  \\\n",
       "0    5f8f9863f6d1ab58476f246a08u.jpg   8014813.0     1000-2000人   \n",
       "1    5f8f986779c7cc70efbf36c008u.jpg  12931963.0         50-99人   \n",
       "2    6108aa0e759ac71c63de418a04u.jpg         NaN    5000-10000人   \n",
       "3    5f8f9866dfb13a7dee342f1808u.jpg  13103111.0     1000-2000人   \n",
       "4    5f8fa3bc8dbe6273dcf85e5e08u.png         NaN       10000人以上   \n",
       "5    5f8f9866dfb13a7dee342f1808u.jpg   8638211.0     2000-5000人   \n",
       "6    5f8f9865ea60860b75384fa508u.jpg  12568645.0       100-499人   \n",
       "7    5f8f9866dfb13a7dee342f1808u.jpg  13103111.0     1000-2000人   \n",
       "8    5fc9d345a77c85575911928607u.png         NaN     1000-2000人   \n",
       "9    5f8f98648dbe6273dcf8515508u.jpg    693385.0     2000-5000人   \n",
       "10   5f8f986779c7cc70efbf36c008u.jpg   8955108.0     2000-5000人   \n",
       "11   5a1f7a7e703287905956079b05a.jpg   8510313.0     1000-2000人   \n",
       "12   5f8fa3bc8dbe6273dcf85e5e08u.png         NaN       10000人以上   \n",
       "13   62b917fafd62c54346e0081703u.jpg         NaN       500-999人   \n",
       "14   62183bf27baba65dd5bc963f07u.png         NaN       500-999人   \n",
       "15   600e7297448a1b6f7d390d8201u.jpg         NaN       500-999人   \n",
       "16   62e0979c08bee4201e5c8e8905u.jpg         NaN       500-999人   \n",
       "17   5f8f9868f6d1ab58476f24a008u.jpg  10016817.0     1000-2000人   \n",
       "18   5f8f9868f6d1ab58476f24a008u.jpg  10016817.0     1000-2000人   \n",
       "19   60128560bf9f491dbac8ea3703u.jpg         NaN     2000-5000人   \n",
       "20   60128560bf9f491dbac8ea3703u.jpg         NaN     2000-5000人   \n",
       "21  63eb4ef3406cc57bc52fd90908u.jpeg         NaN     2000-5000人   \n",
       "22   5f8f986bdfb13a7dee342f2108u.jpg  12454465.0       100-499人   \n",
       "23   5f8f9868f6d1ab58476f24a008u.jpg   1421537.0    5000-10000人   \n",
       "24   5f8f986779c7cc70efbf36c008u.jpg   9707970.0       100-499人   \n",
       "25   5f8f9865ea60860b75384fa508u.jpg   8136395.0       100-499人   \n",
       "26   5f8f98648dbe6273dcf8515508u.jpg    170110.0     2000-5000人   \n",
       "27   5f8f9866dfb13a7dee342f1808u.jpg  13255271.0    5000-10000人   \n",
       "28   60fa4ef147b4cc0789c987b808u.jpg         NaN       500-999人   \n",
       "29   5f8f9863f6d1ab58476f246a08u.jpg  13181035.0         50-99人   \n",
       "30   5f8f98698dbe6273dcf8516008u.jpg   9249822.0       500-999人   \n",
       "31   5f8f986c79c7cc70efbf36c808u.jpg   1421537.0    5000-10000人   \n",
       "32   5f8fa3a8ea60860b75385c7208u.png         NaN       10000人以上   \n",
       "33   5f8fa3a6f6d1ab58476f322808u.png         NaN       10000人以上   \n",
       "34   62df69adaa0cc2454789187401u.png   1421537.0    5000-10000人   \n",
       "35   611cbf2df2b9da092553fde403u.png         NaN       10000人以上   \n",
       "36   5f8f98698dbe6273dcf8516008u.jpg   1421537.0    5000-10000人   \n",
       "37   5f8f986c79c7cc70efbf36c808u.jpg   8634680.0       500-999人   \n",
       "38   5f8f98648dbe6273dcf8515508u.jpg   8770675.0       100-499人   \n",
       "39   5e54c3de29d83a675453429507u.jpg         NaN          1-49人   \n",
       "\n",
       "                      comp.compLogo    comp.compName  \\\n",
       "0   5f5af11af6d1ab584752271c08u.png             昆翎医药   \n",
       "1   61b07937d0458d53c627567e02u.jpg       广州秒音科技有限公司   \n",
       "2   60e2fe0bf3df194a3c48adb502u.png       某广州大型互联网公司   \n",
       "3   61b07937d0458d53c627567e02u.jpg       广州奥昆食品有限公司   \n",
       "4   60e2fe0bf3df194a3c48adb502u.png       某广州大型互联网公司   \n",
       "5   5bfe98c474719df0ac99801b03a.png          思特奇信息技术   \n",
       "6   6441ff67c063625b1d3bc6c104u.png     江苏知原药业股份有限公司   \n",
       "7   61b07937d0458d53c627567e02u.jpg       广州奥昆食品有限公司   \n",
       "8   60e2fe0bf3df194a3c48adb502u.png       某广州大型互联网公司   \n",
       "9   5bfe954674719dc6ed7416af03a.png              广联达   \n",
       "10  5948f6cf70320c7ee1a312fc04a.jpg               希沃   \n",
       "11  5a1f927370323b4a84a66ab305a.jpg        云米全屋互联网家电   \n",
       "12  60e2fe0bf3df194a3c48adb502u.png       某广州大型互联网公司   \n",
       "13  60e2fe0bf3df194a3c48adb502u.png      某大型知名医疗设备公司   \n",
       "14  60e2fe0bf3df194a3c48adb502u.png      某广州医疗器械上市公司   \n",
       "15  60e2fe0bf3df194a3c48adb502u.png      某广州医疗器械上市公司   \n",
       "16  60e2fe0bf3df194a3c48adb502u.png      某广州医疗设备上市公司   \n",
       "17  5d26aa823fa7ce27b2b2a75802u.jpg             住方科技   \n",
       "18  5d26aa823fa7ce27b2b2a75802u.jpg             住方科技   \n",
       "19  60e2fe0bf3df194a3c48adb502u.png        某广州制药上市公司   \n",
       "20  60e2fe0bf3df194a3c48adb502u.png        某广州制药上市公司   \n",
       "21  60e2fe0bf3df194a3c48adb502u.png        某广州制药上市公司   \n",
       "22  5faa454b1fcf636a62fa72b406u.png     上海丰凡文化传媒有限公司   \n",
       "23  5bfea33774719d2aa34c7eb903a.png             广发证券   \n",
       "24  5bed18db8e50de530bc9ba3a04a.png             先通医药   \n",
       "25  64464ce8f14c1769ed8f0a7403u.png   广州越秀金融控股集团有限公司   \n",
       "26  5d1ea8a63ee8b11dd4aa762703u.png             赛意信息   \n",
       "27  62cce7384254545aa5a9dd4804u.png   无穷食品制造(广东)有限公司   \n",
       "28  60e2fe0bf3df194a3c48adb502u.png  某国内大型基金/证券/期货公司   \n",
       "29  624d42f8fc5aba59488d8a1a05u.png       广州加之科技有限公司   \n",
       "30  5bfe987274719df0ac996f4203a.png    广东省国际工程咨询有限公司   \n",
       "31  5bfea33774719d2aa34c7eb903a.png             广发证券   \n",
       "32  60e2fe0bf3df194a3c48adb502u.png       某广州大型消费品公司   \n",
       "33  60e2fe0bf3df194a3c48adb502u.png         某大型互联网公司   \n",
       "34  5bfea33774719d2aa34c7eb903a.png             广发证券   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png  某广州大型货运/物流/仓储公司   \n",
       "36  5bfea33774719d2aa34c7eb903a.png             广发证券   \n",
       "37  59521e0c703287e466cf3ed205a.jpg             广发基金   \n",
       "38  6204d5c82d249250e33f030008u.png             泉能药业   \n",
       "39  60e2fe0bf3df194a3c48adb502u.png            某知名公司   \n",
       "\n",
       "                                   comp.link comp.compIndustry comp.compStage  \n",
       "0    https://www.liepin.com/company/8014813/                制药            NaN  \n",
       "1   https://www.liepin.com/company/12931963/              培训服务            NaN  \n",
       "2                                                          互联网          融资未公开  \n",
       "3   https://www.liepin.com/company/13103111/          食品/饮料/酒水            NaN  \n",
       "4                                                          互联网          融资未公开  \n",
       "5    https://www.liepin.com/company/8638211/              IT服务          创业板上市  \n",
       "6   https://www.liepin.com/company/12568645/                制药             D轮  \n",
       "7   https://www.liepin.com/company/13103111/          食品/饮料/酒水            NaN  \n",
       "8                                                          互联网          融资未公开  \n",
       "9     https://www.liepin.com/company/693385/               互联网            已上市  \n",
       "10   https://www.liepin.com/company/8955108/               互联网           战略投资  \n",
       "11   https://www.liepin.com/company/8510313/              智能硬件           美股上市  \n",
       "12                                                         互联网          融资未公开  \n",
       "13                                                        医疗器械            已上市  \n",
       "14                                                        医疗器械            已上市  \n",
       "15                                                        医疗器械            已上市  \n",
       "16                                                        医疗器械            已上市  \n",
       "17  https://www.liepin.com/company/10016817/              工程施工            NaN  \n",
       "18  https://www.liepin.com/company/10016817/              工程施工            NaN  \n",
       "19                                                          制药            已上市  \n",
       "20                                                          制药            已上市  \n",
       "21                                                          制药            已上市  \n",
       "22  https://www.liepin.com/company/12454465/          广告/公关/会展             其他  \n",
       "23   https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       "24   https://www.liepin.com/company/9707970/                制药           战略投资  \n",
       "25   https://www.liepin.com/company/8136395/          基金/证券/期货            NaN  \n",
       "26    https://www.liepin.com/company/170110/             计算机软件          创业板上市  \n",
       "27  https://www.liepin.com/company/13255271/          食品/饮料/酒水             其他  \n",
       "28                                                    基金/证券/期货             A轮  \n",
       "29  https://www.liepin.com/company/13181035/             计算机软件          融资未公开  \n",
       "30   https://www.liepin.com/company/9249822/            专业技术服务            NaN  \n",
       "31   https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       "32                                                         消费品          融资未公开  \n",
       "33                                                         互联网          融资未公开  \n",
       "34   https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       "35                                                    货运/物流/仓储            已上市  \n",
       "36   https://www.liepin.com/company/1421537/          基金/证券/期货            已上市  \n",
       "37   https://www.liepin.com/company/8634680/          基金/证券/期货            NaN  \n",
       "38   https://www.liepin.com/company/8770675/                制药            NaN  \n",
       "39                                                         物联网            天使轮  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(response_data['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5b0a27bc",
   "metadata": {},
   "source": [
    " ## .创建翻页数据：\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "6822bfb8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "b518c21f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(11):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0fbf7183",
   "metadata": {},
   "source": [
    "### 批量存储数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "69ea3c84",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'jobCardList'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-13-f86ec2a2c092>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m     \u001b[0mresponse_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m     \u001b[1;31m# example: print the number of job postings returned\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'jobCardList'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m     \u001b[0mresponse_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[0mresponse_df\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'jobCardList'"
     ]
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c39a054",
   "metadata": {},
   "outputs": [],
   "source": [
    "len(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "d9c4193d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataParams</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>...</th>\n",
       "      <th>job.dataPromId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022校招-营销中心-产品经理助理</th>\n",
       "      <td>{\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>False</td>\n",
       "      <td>24464779696ae1f3c1bd2b3e9fec8144</td>\n",
       "      <td>2</td>\n",
       "      <td>f194b22457f2070ef1c68874fefd88f0</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>5da02d450c1585184590d96f08u.png</td>\n",
       "      <td>9803471</td>\n",
       "      <td>制药</td>\n",
       "      <td>https://www.liepin.com/company/9803471/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023届提前批-产品经理 (MJ012344)</th>\n",
       "      <td>{\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>张先生</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>False</td>\n",
       "      <td>4424dbbb847efb7bd9f9b108068c7fc3</td>\n",
       "      <td>2</td>\n",
       "      <td>25f6b1ac52e7301746c75814fc02784c</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>广联达</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>693385</td>\n",
       "      <td>互联网</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人力资源数据产品经理</th>\n",
       "      <td>{\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网学习平台产品经理</th>\n",
       "      <td>{\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>False</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>1421537</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>光器件产品经理</th>\n",
       "      <td>{\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"imI...</td>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>3338a96140162a1413f41eedf071201e</td>\n",
       "      <td>2</td>\n",
       "      <td>8d160b6be5afbb63202b01fa8633e46c</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=0&amp;d...</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>61aeb56ca53a6d21af3c33ed04u.png</td>\n",
       "      <td>12753371</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>https://www.liepin.com/company/12753371/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>口腔产品销售及运营专员/经理</th>\n",
       "      <td>{\"recruiterName\":\"鲍先生\",\"imId\":\"47c45024c5f33ff...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...</td>\n",
       "      <td>鲍先生</td>\n",
       "      <td>Mooeli 全国负责人</td>\n",
       "      <td>False</td>\n",
       "      <td>47c45024c5f33ffc651ec1d54741dccf</td>\n",
       "      <td>2</td>\n",
       "      <td>e8d13b96e805aa599c25ffd33a6a4d83</td>\n",
       "      <td>64182e1815733078d8340abd04u.png</td>\n",
       "      <td>[]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=10&amp;...</td>\n",
       "      <td>时代天使</td>\n",
       "      <td>5bfe972e74719df0ac992cbc03a.png</td>\n",
       "      <td>7883743</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/7883743/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>港股上市</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>销售经理（化工产品）</th>\n",
       "      <td>{\"recruiterName\":\"郭女士\",\"imId\":\"c0ec731c3740feb...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...</td>\n",
       "      <td>郭女士</td>\n",
       "      <td></td>\n",
       "      <td>False</td>\n",
       "      <td>c0ec731c3740feb9160bef405ccde8ba</td>\n",
       "      <td>2</td>\n",
       "      <td>5ac527bc17005f163d9355dc22ee6933</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>[客户管理, 农业, 市场洞察, 化工行业, 销售管理, 经济学, 区域销售, 渠道销售, ...</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=10&amp;...</td>\n",
       "      <td>广东天禾农资股份有限公司</td>\n",
       "      <td>609deb825a3de804a09f940504u.png</td>\n",
       "      <td>12728593</td>\n",
       "      <td>农/林/牧/渔</td>\n",
       "      <td>https://www.liepin.com/company/12728593/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>统招本科</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>（高级）产品技术专员\\大客户经理</th>\n",
       "      <td>{\"recruiterName\":\"龚先生\",\"imId\":\"b952d8ff65ed54d...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...</td>\n",
       "      <td>龚先生</td>\n",
       "      <td>DSM</td>\n",
       "      <td>False</td>\n",
       "      <td>b952d8ff65ed54d8dc2616a5acb8537e</td>\n",
       "      <td>2</td>\n",
       "      <td>0ea267c7ec1d975ac9124ed02d07cf00</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>[医疗器材销售, 医疗耗材销售, 医药代表]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=10&amp;...</td>\n",
       "      <td>强生(上海)医疗器材有限公司</td>\n",
       "      <td>5bfe904474719d35745a9a4103a.png</td>\n",
       "      <td>8645958</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>https://www.liepin.com/company/8645958/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>已上市</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>跨境电商运营助理实习生</th>\n",
       "      <td>{\"recruiterName\":\"谢先生\",\"imId\":\"038d31b39de3599...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...</td>\n",
       "      <td>谢先生</td>\n",
       "      <td>总监助理</td>\n",
       "      <td>False</td>\n",
       "      <td>038d31b39de35993fdb07c5a03f49b8b</td>\n",
       "      <td>2</td>\n",
       "      <td>5f35720a8f2fe42136beeb4c2fe1bf47</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>[平台运营, 电商运营, 电子商务, 数据运营, 产品运营, 策略运营]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=10&amp;...</td>\n",
       "      <td>香港澳科汽车配件有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>12834161</td>\n",
       "      <td>NaN</td>\n",
       "      <td>https://www.liepin.com/company/12834161/</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>大专</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>仪器销售工程师</th>\n",
       "      <td>{\"recruiterName\":\"蔡先生\",\"imId\":\"2add84e4dfbdc80...</td>\n",
       "      <td>%7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...</td>\n",
       "      <td>蔡先生</td>\n",
       "      <td>主管</td>\n",
       "      <td>False</td>\n",
       "      <td>2add84e4dfbdc8013d9330917b5ed9b8</td>\n",
       "      <td>2</td>\n",
       "      <td>616842924a011c84aa33d7bcd4d3d411</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>[化学, 生物]</td>\n",
       "      <td>...</td>\n",
       "      <td>d_sfrom=search_prime&amp;d_ckId=null&amp;d_curPage=10&amp;...</td>\n",
       "      <td>智达InLab</td>\n",
       "      <td>620e1f66ff4b2476d33072f306u.png</td>\n",
       "      <td>9727237</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>https://www.liepin.com/company/9727237/</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>NaN</td>\n",
       "      <td>经验不限</td>\n",
       "      <td>本科</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>440 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                 dataParams  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        {\"jobId\":\"47544603\",\"recruiterName\":\"胡先生\",\"imI...   \n",
       "2023届提前批-产品经理 (MJ012344)  {\"jobId\":\"57974857\",\"recruiterName\":\"张先生\",\"imI...   \n",
       "人力资源数据产品经理                {\"jobId\":\"57191493\",\"recruiterName\":\"饶先生\",\"imI...   \n",
       "互联网学习平台产品经理               {\"jobId\":\"57061851\",\"recruiterName\":\"饶先生\",\"imI...   \n",
       "光器件产品经理                   {\"jobId\":\"56924959\",\"recruiterName\":\"陈女士\",\"imI...   \n",
       "...                                                                     ...   \n",
       "口腔产品销售及运营专员/经理            {\"recruiterName\":\"鲍先生\",\"imId\":\"47c45024c5f33ff...   \n",
       "销售经理（化工产品）                {\"recruiterName\":\"郭女士\",\"imId\":\"c0ec731c3740feb...   \n",
       "（高级）产品技术专员\\大客户经理          {\"recruiterName\":\"龚先生\",\"imId\":\"b952d8ff65ed54d...   \n",
       "跨境电商运营助理实习生               {\"recruiterName\":\"谢先生\",\"imId\":\"038d31b39de3599...   \n",
       "仪器销售工程师                   {\"recruiterName\":\"蔡先生\",\"imId\":\"2add84e4dfbdc80...   \n",
       "\n",
       "                                                                   dataInfo  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "2023届提前批-产品经理 (MJ012344)  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "人力资源数据产品经理                %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "互联网学习平台产品经理               %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "光器件产品经理                   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22jobI...   \n",
       "...                                                                     ...   \n",
       "口腔产品销售及运营专员/经理            %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...   \n",
       "销售经理（化工产品）                %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...   \n",
       "（高级）产品技术专员\\大客户经理          %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...   \n",
       "跨境电商运营助理实习生               %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...   \n",
       "仪器销售工程师                   %7B%22d_curPage%22%3A%2210%22%2C%22d_pageSize%...   \n",
       "\n",
       "                         recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "job.title                                                                   \n",
       "2022校招-营销中心-产品经理助理                           胡先生                     招聘主管   \n",
       "2023届提前批-产品经理 (MJ012344)                     张先生                  招聘经理/主管   \n",
       "人力资源数据产品经理                                   饶先生                     招聘经理   \n",
       "互联网学习平台产品经理                                  饶先生                     招聘经理   \n",
       "光器件产品经理                                      陈女士                            \n",
       "...                                          ...                      ...   \n",
       "口腔产品销售及运营专员/经理                               鲍先生             Mooeli 全国负责人   \n",
       "销售经理（化工产品）                                   郭女士                            \n",
       "（高级）产品技术专员\\大客户经理                             龚先生                      DSM   \n",
       "跨境电商运营助理实习生                                  谢先生                     总监助理   \n",
       "仪器销售工程师                                      蔡先生                       主管   \n",
       "\n",
       "                          recruiter.chatted                    recruiter.imId  \\\n",
       "job.title                                                                       \n",
       "2022校招-营销中心-产品经理助理                    False  24464779696ae1f3c1bd2b3e9fec8144   \n",
       "2023届提前批-产品经理 (MJ012344)              False  4424dbbb847efb7bd9f9b108068c7fc3   \n",
       "人力资源数据产品经理                            False  80b8e48c629e0b0704612e645251413c   \n",
       "互联网学习平台产品经理                           False  80b8e48c629e0b0704612e645251413c   \n",
       "光器件产品经理                               False  3338a96140162a1413f41eedf071201e   \n",
       "...                                     ...                               ...   \n",
       "口腔产品销售及运营专员/经理                        False  47c45024c5f33ffc651ec1d54741dccf   \n",
       "销售经理（化工产品）                            False  c0ec731c3740feb9160bef405ccde8ba   \n",
       "（高级）产品技术专员\\大客户经理                      False  b952d8ff65ed54d8dc2616a5acb8537e   \n",
       "跨境电商运营助理实习生                           False  038d31b39de35993fdb07c5a03f49b8b   \n",
       "仪器销售工程师                               False  2add84e4dfbdc8013d9330917b5ed9b8   \n",
       "\n",
       "                         recruiter.imUserType  \\\n",
       "job.title                                       \n",
       "2022校招-营销中心-产品经理助理                          2   \n",
       "2023届提前批-产品经理 (MJ012344)                    2   \n",
       "人力资源数据产品经理                                  2   \n",
       "互联网学习平台产品经理                                 2   \n",
       "光器件产品经理                                     2   \n",
       "...                                       ...   \n",
       "口腔产品销售及运营专员/经理                              2   \n",
       "销售经理（化工产品）                                  2   \n",
       "（高级）产品技术专员\\大客户经理                            2   \n",
       "跨境电商运营助理实习生                                 2   \n",
       "仪器销售工程师                                     2   \n",
       "\n",
       "                                     recruiter.recruiterId  \\\n",
       "job.title                                                    \n",
       "2022校招-营销中心-产品经理助理        f194b22457f2070ef1c68874fefd88f0   \n",
       "2023届提前批-产品经理 (MJ012344)  25f6b1ac52e7301746c75814fc02784c   \n",
       "人力资源数据产品经理                c8b040414c97595a274a08c89b7442b4   \n",
       "互联网学习平台产品经理               c8b040414c97595a274a08c89b7442b4   \n",
       "光器件产品经理                   8d160b6be5afbb63202b01fa8633e46c   \n",
       "...                                                    ...   \n",
       "口腔产品销售及运营专员/经理            e8d13b96e805aa599c25ffd33a6a4d83   \n",
       "销售经理（化工产品）                5ac527bc17005f163d9355dc22ee6933   \n",
       "（高级）产品技术专员\\大客户经理          0ea267c7ec1d975ac9124ed02d07cf00   \n",
       "跨境电商运营助理实习生               5f35720a8f2fe42136beeb4c2fe1bf47   \n",
       "仪器销售工程师                   616842924a011c84aa33d7bcd4d3d411   \n",
       "\n",
       "                                 recruiter.recruiterPhoto  \\\n",
       "job.title                                                   \n",
       "2022校招-营销中心-产品经理助理        5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "2023届提前批-产品经理 (MJ012344)  5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "人力资源数据产品经理                5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "互联网学习平台产品经理               5f8f986c79c7cc70efbf36c808u.jpg   \n",
       "光器件产品经理                   5f8f98648dbe6273dcf8515508u.jpg   \n",
       "...                                                   ...   \n",
       "口腔产品销售及运营专员/经理            64182e1815733078d8340abd04u.png   \n",
       "销售经理（化工产品）                5f8f9865ea60860b75384fa508u.jpg   \n",
       "（高级）产品技术专员\\大客户经理          5f8f986bdfb13a7dee342f2108u.jpg   \n",
       "跨境电商运营助理实习生               5f8f9868f6d1ab58476f24a008u.jpg   \n",
       "仪器销售工程师                   5f8f98698dbe6273dcf8516008u.jpg   \n",
       "\n",
       "                                                                 job.labels  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理                                                     [本科]   \n",
       "2023届提前批-产品经理 (MJ012344)                             [本科, 产品设计, 用户研究, 产品规划]   \n",
       "人力资源数据产品经理                   [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       "互联网学习平台产品经理                                    [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       "光器件产品经理                                              [硕士, 数据产品, 用户研究, 团队管理]   \n",
       "...                                                                     ...   \n",
       "口腔产品销售及运营专员/经理                                                           []   \n",
       "销售经理（化工产品）                [客户管理, 农业, 市场洞察, 化工行业, 销售管理, 经济学, 区域销售, 渠道销售, ...   \n",
       "（高级）产品技术专员\\大客户经理                                     [医疗器材销售, 医疗耗材销售, 医药代表]   \n",
       "跨境电商运营助理实习生                            [平台运营, 电商运营, 电子商务, 数据运营, 产品运营, 策略运营]   \n",
       "仪器销售工程师                                                            [化学, 生物]   \n",
       "\n",
       "                          ...  \\\n",
       "job.title                 ...   \n",
       "2022校招-营销中心-产品经理助理        ...   \n",
       "2023届提前批-产品经理 (MJ012344)  ...   \n",
       "人力资源数据产品经理                ...   \n",
       "互联网学习平台产品经理               ...   \n",
       "光器件产品经理                   ...   \n",
       "...                       ...   \n",
       "口腔产品销售及运营专员/经理            ...   \n",
       "销售经理（化工产品）                ...   \n",
       "（高级）产品技术专员\\大客户经理          ...   \n",
       "跨境电商运营助理实习生               ...   \n",
       "仪器销售工程师                   ...   \n",
       "\n",
       "                                                             job.dataPromId  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "2023届提前批-产品经理 (MJ012344)  d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "人力资源数据产品经理                d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "互联网学习平台产品经理               d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "光器件产品经理                   d_sfrom=search_prime&d_ckId=null&d_curPage=0&d...   \n",
       "...                                                                     ...   \n",
       "口腔产品销售及运营专员/经理            d_sfrom=search_prime&d_ckId=null&d_curPage=10&...   \n",
       "销售经理（化工产品）                d_sfrom=search_prime&d_ckId=null&d_curPage=10&...   \n",
       "（高级）产品技术专员\\大客户经理          d_sfrom=search_prime&d_ckId=null&d_curPage=10&...   \n",
       "跨境电商运营助理实习生               d_sfrom=search_prime&d_ckId=null&d_curPage=10&...   \n",
       "仪器销售工程师                   d_sfrom=search_prime&d_ckId=null&d_curPage=10&...   \n",
       "\n",
       "                           comp.compName                    comp.compLogo  \\\n",
       "job.title                                                                   \n",
       "2022校招-营销中心-产品经理助理                泰邦生物集团  5da02d450c1585184590d96f08u.png   \n",
       "2023届提前批-产品经理 (MJ012344)             广联达  5bfe954674719dc6ed7416af03a.png   \n",
       "人力资源数据产品经理                          广发证券  5bfea33774719d2aa34c7eb903a.png   \n",
       "互联网学习平台产品经理                         广发证券  5bfea33774719d2aa34c7eb903a.png   \n",
       "光器件产品经理                     高勘(广州)技术有限公司  61aeb56ca53a6d21af3c33ed04u.png   \n",
       "...                                  ...                              ...   \n",
       "口腔产品销售及运营专员/经理                      时代天使  5bfe972e74719df0ac992cbc03a.png   \n",
       "销售经理（化工产品）                  广东天禾农资股份有限公司  609deb825a3de804a09f940504u.png   \n",
       "（高级）产品技术专员\\大客户经理          强生(上海)医疗器材有限公司  5bfe904474719d35745a9a4103a.png   \n",
       "跨境电商运营助理实习生                 香港澳科汽车配件有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "仪器销售工程师                          智达InLab  620e1f66ff4b2476d33072f306u.png   \n",
       "\n",
       "                         comp.compId comp.compIndustry  \\\n",
       "job.title                                                \n",
       "2022校招-营销中心-产品经理助理           9803471                制药   \n",
       "2023届提前批-产品经理 (MJ012344)      693385               互联网   \n",
       "人力资源数据产品经理                   1421537          基金/证券/期货   \n",
       "互联网学习平台产品经理                  1421537          基金/证券/期货   \n",
       "光器件产品经理                     12753371              通信设备   \n",
       "...                              ...               ...   \n",
       "口腔产品销售及运营专员/经理               7883743              医疗器械   \n",
       "销售经理（化工产品）                  12728593           农/林/牧/渔   \n",
       "（高级）产品技术专员\\大客户经理             8645958              医疗器械   \n",
       "跨境电商运营助理实习生                 12834161               NaN   \n",
       "仪器销售工程师                      9727237       电子/半导体/集成电路   \n",
       "\n",
       "                                                         comp.link  \\\n",
       "job.title                                                            \n",
       "2022校招-营销中心-产品经理助理         https://www.liepin.com/company/9803471/   \n",
       "2023届提前批-产品经理 (MJ012344)    https://www.liepin.com/company/693385/   \n",
       "人力资源数据产品经理                 https://www.liepin.com/company/1421537/   \n",
       "互联网学习平台产品经理                https://www.liepin.com/company/1421537/   \n",
       "光器件产品经理                   https://www.liepin.com/company/12753371/   \n",
       "...                                                            ...   \n",
       "口腔产品销售及运营专员/经理             https://www.liepin.com/company/7883743/   \n",
       "销售经理（化工产品）                https://www.liepin.com/company/12728593/   \n",
       "（高级）产品技术专员\\大客户经理           https://www.liepin.com/company/8645958/   \n",
       "跨境电商运营助理实习生               https://www.liepin.com/company/12834161/   \n",
       "仪器销售工程师                    https://www.liepin.com/company/9727237/   \n",
       "\n",
       "                         comp.compScale comp.compStage job.requireWorkYears  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理           1000-2000人            NaN                  NaN   \n",
       "2023届提前批-产品经理 (MJ012344)     2000-5000人            已上市                  NaN   \n",
       "人力资源数据产品经理                  5000-10000人            已上市                  NaN   \n",
       "互联网学习平台产品经理                 5000-10000人            已上市                  NaN   \n",
       "光器件产品经理                          50-99人             A轮                  NaN   \n",
       "...                                 ...            ...                  ...   \n",
       "口腔产品销售及运营专员/经理               1000-2000人           港股上市                 经验不限   \n",
       "销售经理（化工产品）                   2000-5000人            NaN                 经验不限   \n",
       "（高级）产品技术专员\\大客户经理             2000-5000人            已上市                 经验不限   \n",
       "跨境电商运营助理实习生                                        NaN                 经验不限   \n",
       "仪器销售工程师                           1-49人            NaN                 经验不限   \n",
       "\n",
       "                          job.requireEduLevel  \n",
       "job.title                                      \n",
       "2022校招-营销中心-产品经理助理                        NaN  \n",
       "2023届提前批-产品经理 (MJ012344)                  NaN  \n",
       "人力资源数据产品经理                                NaN  \n",
       "互联网学习平台产品经理                               NaN  \n",
       "光器件产品经理                                   NaN  \n",
       "...                                       ...  \n",
       "口腔产品销售及运营专员/经理                             本科  \n",
       "销售经理（化工产品）                               统招本科  \n",
       "（高级）产品技术专员\\大客户经理                           大专  \n",
       "跨境电商运营助理实习生                                大专  \n",
       "仪器销售工程师                                    本科  \n",
       "\n",
       "[440 rows x 31 columns]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "9f2ce700",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['dataParams', 'dataInfo', 'recruiter.recruiterName',\n",
       "       'recruiter.recruiterTitle', 'recruiter.chatted', 'recruiter.imId',\n",
       "       'recruiter.imUserType', 'recruiter.recruiterId',\n",
       "       'recruiter.recruiterPhoto', 'job.labels', 'job.topJob', 'job.jobId',\n",
       "       'job.salary', 'job.dq', 'job.refreshTime', 'job.jobKind',\n",
       "       'job.pcOuterLink', 'job.h5OuterLink', 'job.link', 'job.advViewFlag',\n",
       "       'job.campusJobKind', 'job.dataPromId', 'comp.compName', 'comp.compLogo',\n",
       "       'comp.compId', 'comp.compIndustry', 'comp.link', 'comp.compScale',\n",
       "       'comp.compStage', 'job.requireWorkYears', 'job.requireEduLevel'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8fe9b7c6",
   "metadata": {},
   "source": [
    "## 数据分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "41bb332f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                    19\n",
       "金融产品经理                  13\n",
       "产品专员/助理                  7\n",
       "销售代表                     7\n",
       "电话销售                     6\n",
       "                        ..\n",
       "区域推广经理【疫苗】               1\n",
       "管理培训生                    1\n",
       "酒店签约专员                   1\n",
       "亚马逊外贸包包设计                1\n",
       "（口腔）区域数字化口腔产品运营经理/专员     1\n",
       "Name: job.title, Length: 359, dtype: int64"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_职位=df_产品经理_title = df_产品经理_分析['job.title'].value_counts()\n",
    "df_产品经理_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "5a2f8e3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理             19\n",
       "金融产品经理           13\n",
       "产品专员/助理           7\n",
       "销售代表              7\n",
       "电话销售              6\n",
       "销售顾问              5\n",
       "产品策划              4\n",
       "医疗器械销售代表          3\n",
       "产品专员              3\n",
       "生产跟单              3\n",
       "产品实习生             3\n",
       "产品经理/主管           3\n",
       "IT培训生(J13531)     2\n",
       "互联网产品专员           2\n",
       "基金产品经理            2\n",
       "金融产品经理岗           2\n",
       "销售bd              2\n",
       "金融实习生             2\n",
       "广发证券金融产品经理        2\n",
       "电话销售顾问            2\n",
       "课程顾问              2\n",
       "销售助理              2\n",
       "高级产品经理            2\n",
       "临床研究助理CTA         2\n",
       "销售                2\n",
       "网络推广              2\n",
       "市场产品专员/助理         2\n",
       "智能硬件产品经理          2\n",
       "学术专员              2\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_职位[df_职位>1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "52d7b024",
   "metadata": {},
   "outputs": [
    {
     "ename": "SyntaxError",
     "evalue": "invalid syntax (<ipython-input-1-388ea4cfccee>, line 9)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;36m  File \u001b[1;32m\"<ipython-input-1-388ea4cfccee>\"\u001b[1;36m, line \u001b[1;32m9\u001b[0m\n\u001b[1;33m    [list(z) for z in zip(df_职位.index_to list, Faker.values())],\u001b[0m\n\u001b[1;37m                                         ^\u001b[0m\n\u001b[1;31mSyntaxError\u001b[0m\u001b[1;31m:\u001b[0m invalid syntax\n"
     ]
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Pie\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Pie()\n",
    "    .add(\n",
    "        \"\",\n",
    "        [list(z) for z in zip(df_职位.index_to list, Faker.values())],\n",
    "        radius=[\"40%\", \"55%\"],\n",
    "        label_opts=opts.LabelOpts(\n",
    "            position=\"outside\",\n",
    "            formatter=\"{a|{a}}{abg|}\\n{hr|}\\n {b|{b}: }{c}  {per|{d}%}  \",\n",
    "            background_color=\"#eee\",\n",
    "            border_color=\"#aaa\",\n",
    "            border_width=1,\n",
    "            border_radius=4,\n",
    "            rich={\n",
    "                \"a\": {\"color\": \"#999\", \"lineHeight\": 22, \"align\": \"center\"},\n",
    "                \"abg\": {\n",
    "                    \"backgroundColor\": \"#e3e3e3\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"align\": \"right\",\n",
    "                    \"height\": 22,\n",
    "                    \"borderRadius\": [4, 4, 0, 0],\n",
    "                },\n",
    "                \"hr\": {\n",
    "                    \"borderColor\": \"#aaa\",\n",
    "                    \"width\": \"100%\",\n",
    "                    \"borderWidth\": 0.5,\n",
    "                    \"height\": 0,\n",
    "                },\n",
    "                \"b\": {\"fontSize\": 16, \"lineHeight\": 33},\n",
    "                \"per\": {\n",
    "                    \"color\": \"#eee\",\n",
    "                    \"backgroundColor\": \"#334455\",\n",
    "                    \"padding\": [2, 4],\n",
    "                    \"borderRadius\": 2,\n",
    "                },\n",
    "            },\n",
    "        ),\n",
    "    )\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title=\"Pie-产品经理职位占比分析\"))\n",
    "    .render(\"pie_rich_label.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "id": "111f78ca",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 40 entries, 0 to 39\n",
      "Data columns (total 31 columns):\n",
      " #   Column                    Non-Null Count  Dtype \n",
      "---  ------                    --------------  ----- \n",
      " 0   dataParams                40 non-null     object\n",
      " 1   dataInfo                  40 non-null     object\n",
      " 2   comp.compName             40 non-null     object\n",
      " 3   comp.compScale            40 non-null     object\n",
      " 4   comp.compIndustry         38 non-null     object\n",
      " 5   comp.compLogo             40 non-null     object\n",
      " 6   comp.compId               40 non-null     int64 \n",
      " 7   comp.link                 40 non-null     object\n",
      " 8   job.labels                40 non-null     object\n",
      " 9   job.title                 40 non-null     object\n",
      " 10  job.topJob                40 non-null     bool  \n",
      " 11  job.pcOuterLink           40 non-null     object\n",
      " 12  job.h5OuterLink           40 non-null     object\n",
      " 13  job.salary                40 non-null     object\n",
      " 14  job.dq                    40 non-null     object\n",
      " 15  job.refreshTime           40 non-null     object\n",
      " 16  job.jobKind               40 non-null     object\n",
      " 17  job.jobId                 40 non-null     object\n",
      " 18  job.link                  40 non-null     object\n",
      " 19  job.advViewFlag           40 non-null     bool  \n",
      " 20  job.dataPromId            40 non-null     object\n",
      " 21  job.requireEduLevel       40 non-null     object\n",
      " 22  job.requireWorkYears      40 non-null     object\n",
      " 23  recruiter.recruiterName   40 non-null     object\n",
      " 24  recruiter.recruiterTitle  40 non-null     object\n",
      " 25  recruiter.chatted         40 non-null     bool  \n",
      " 26  recruiter.imId            40 non-null     object\n",
      " 27  recruiter.imUserType      40 non-null     object\n",
      " 28  recruiter.recruiterId     40 non-null     object\n",
      " 29  recruiter.recruiterPhoto  40 non-null     object\n",
      " 30  comp.compStage            13 non-null     object\n",
      "dtypes: bool(3), int64(1), object(27)\n",
      "memory usage: 9.0+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b96e550f",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "a2b65299",
   "metadata": {},
   "source": [
    "## 2. 区域分析（可以做地图）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "97f8c719",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广州        157\n",
       "广州-天河区     74\n",
       "广州-黄埔区     58\n",
       "广州-越秀区     50\n",
       "广州-番禺区     31\n",
       "广州-海珠区     30\n",
       "广州-白云区     16\n",
       "广州-花都区      8\n",
       "广州-南沙区      7\n",
       "广州-荔湾区      5\n",
       "广州-增城区      4\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_地区_广州 = df_产品经理_分析['job.dq'].value_counts()\n",
    "df_地区_广州"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5c46cdd5",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "dc0fd024",
   "metadata": {},
   "source": [
    "## 3. 公司分布  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "791aafc1",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "广发证券股份有限公司广州分公司     12\n",
       "百度(中国)有限公司广州分公司      9\n",
       "三和创赢资产管理(深圳)有限公司     7\n",
       "字节跳动                 6\n",
       "广金征信                 6\n",
       "                    ..\n",
       "广州舒泰生物技术有限公司         1\n",
       "广州视臻信息科技有限公司         1\n",
       "广州市天誉物业管理有限公司        1\n",
       "立白集团                 1\n",
       "上药国风                 1\n",
       "Name: comp.compName, Length: 307, dtype: int64"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_分析['comp.compName'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "f96003dc",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4dd09a67",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据分析方法：\n",
    "* 本周(week12)：\n",
    "> 1.字符串处理（词云图）\n",
    "> 2.整理某一列数据（函数）\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a9df4f8d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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